diff --git a/src/README.md b/src/README.md
index 0e070feb..a244f011 100644
--- a/src/README.md
+++ b/src/README.md
@@ -97,6 +97,28 @@ For usage in vulnerability management scenarios consider the following popular S
     from ssvc.decision_tables.helpers import ascii_tree
     print(ascii_tree(CISACoordinate))
 
+    #Creating an SSVC Selection for publish/export to external providers like CSAF or CVE
+    from datetime import datetime, timezone
+    from ssvc.decision_tables.cisa.cisa_coordinate_dt import LATEST as decision_table
+    from ssvc import selection
+    namespace = "ssvc"
+    decision_points = ["Exploitation"]
+    values = [["Public PoC"]]
+    timestamp = datetime.now()
+    selections = []
+
+    for dp in decision_table.decision_points.values():
+        if dp.namespace == namespace and dp.name in decision_points:
+           dp_index = decision_points.index(dp.name)
+           selected = selection.Selection.from_decision_point(dp)
+           selected.values = tuple(selection.MinimalDecisionPointValue(key=val.key,
+	   name=val.name) for val in dp.values if val.name in values[dp_index])
+           selections.append(selected)
+
+    out = selection.SelectionList(selections=selections,timestamp=timestamp)
+    print(out.model_dump_json(exclude_none=True, indent=4))
+
+
 Resources
 ---------
 
diff --git a/src/ssvc/selection.py b/src/ssvc/selection.py
index 752e495d..68223377 100644
--- a/src/ssvc/selection.py
+++ b/src/ssvc/selection.py
@@ -312,6 +312,26 @@ def model_json_schema(cls, **kwargs):
         schema = strip_nullable_anyof(schema)
 
         return order_schema(schema)
+    def _post_process(self, data):
+        """
+        Ensures all Selection.values are lists and removes empty array elements.
+        """
+        for x in list(data.keys()):
+            if not data[x]:
+                print(x)
+                del data[x]
+        return data
+
+    def model_dump(self, *args, **kwargs):
+        data = super().model_dump(*args, **kwargs)
+        return self._post_process(data)
+
+    def model_dump_json(self, *args, **kwargs):
+        import json
+        jsontext = super().model_dump_json(*args, **kwargs)
+        data = self._post_process(json.loads(jsontext))
+        return json.dumps(data, **{k: v for k, v in kwargs.items() if k in json.dumps.__code__.co_varnames})
+
 
 
 def main() -> None:
diff --git a/src/test/test_selections.py b/src/test/test_selections.py
index bc6977d0..b5c532aa 100644
--- a/src/test/test_selections.py
+++ b/src/test/test_selections.py
@@ -20,6 +20,7 @@
 import unittest
 from datetime import datetime
 from unittest import expectedFailure
+import json
 
 from ssvc import selection
 from ssvc.selection import MinimalDecisionPointValue, SelectionList
@@ -219,6 +220,32 @@ def test_reference_model(self):
             self.assertIn(uri, str(ref.uri))
             self.assertEqual(ref.summary, "Test description")
 
+    def test_model_dump_removes_empty_values(self):
+        """model_dump() should remove None or empty values."""
+        result_clean = self.selections.model_dump(exclude_none=True)
+        result_bloat = self.selections.model_dump()
+        self.assertNotEqual(result_clean, result_bloat)
+        self.assertIn("selections", result_clean)
+        self.assertNotIn("metadata", result_clean)
+
+    def test_model_dump_json_respects_indent(self):
+        """model_dump_json() should apply JSON indentation and pruning."""
+        json_text = self.selections.model_dump_json(indent=4)
+        data = json.loads(json_text)
+        self.assertIn("selections", data)
+        self.assertNotIn("metadata", data)
+        self.assertIn("\n    \"selections\":", json_text)
+
+    def test_model_dump_json_excludes_none(self):
+        """exclude_none=True should work with post-processing."""
+        json_text_clean = self.selections.model_dump_json(exclude_none=True)
+        json_text_bloat = self.selections.model_dump_json()
+        self.assertNotEqual(json_text_clean, json_text_bloat)
+        data = json.loads(json_text_clean)
+        self.assertIn("selections", data)
+        self.assertNotIn("metadata", data)
+
+
     @expectedFailure
     def test_reference_model_without_summary(self):
         """Test the Reference model."""
@@ -381,6 +408,17 @@ def test_selection_list_minimum_selections(self):
                 timestamp=datetime.now(),
             )
 
+    def test_model_dump_removes_required_field(self):
+        """ Test if a selections is dumped and breaks when items removed """
+        s = SelectionList(
+            selections=[self.s1],
+            timestamp=datetime.now(),
+            )
+        dumped = s.model_dump()
+        with self.assertRaises(Exception):
+            del dumped['values']
+
+
 
 if __name__ == "__main__":
     unittest.main()